# Magaly Bermudez (@magaly_bienesraices) on tiktok

- id: koinon:creator:tiktok_magaly_bienesraices
- url: https://koinonlink.com/kol/tiktok/magaly_bienesraices
- schema_version: 1.4

## Identity
- platform: tiktok
- handle: magaly_bienesraices
- platform_url: https://www.tiktok.com/@magaly_bienesraices
- website: https://linktr.ee/magalybermudez_bienesraices
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 31365
- following: 183
- posts_observed: 1
- verified: false
- size_tier: koc

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: finance
- subcategory: investing
- category_confidence: 0.85
- category_source: derived_from_recent_content
- topics: Real estate projects in Huaral (Palacio Verde, Residencial L, Learning to sell and develop business skills, Starting companies with zero capital, Motivational content on taking action and personal growth, Financial freedom through investments
- bio: Desarrollos inmobiliarios, ventas e inversiones

## Audience (inferred)
- status: present
- description: Peruvian aspiring entrepreneurs and small real estate investors interested in properties in Huaral and learning sales skills to start businesses with zero capital
- roles: sales
- seniority: learner
- pain_points: No initial capital to start a business, Lack of sales or negotiation skills to generate income, Uncertainty about real estate investment opportunities in growing areas, Desire to emigrate or improve finances but unsure how to monetize skills
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.3
- promotion_intent: 0.1
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 50
- authenticity_basis: profile_shape_only
- credibility_score: 50
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [tiktok_magaly_bienesraices#846f27e3] 🚨 *Deja de creer que el éxito depende de tener contactos.* La realidad es simple: cuando te conviertes en una persona que aporta valor, las oportunidades llegan solas. 💯 No busques que te conozcan. *Haz que te recuerden por tus resultados.* 🔥 ¿Estás construyendo contactos o te (https://www.tiktok.com/@magaly_bienesraices)
- [tiktok_magaly_bienesraices#e742ae90] original sound - magaly_bienesraices
- [tiktok_magaly_bienesraices#0838b853] It is a becoming a big trend on TikTok now! Click here: mentalidad
- [tiktok_magaly_bienesraices#a527a022] Check out Magaly Bermudez’s video! #TikTok >
- [tiktok_magaly_bienesraices#39ab2193] 🎉🏡 ¡HUARAL

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=61, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=61, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=70, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=61, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=70, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=70, method=platform_profile

## Freshness
- profile_checked_days_ago: 70
- content_analysed_days_ago: 61
- audience_updated_days_ago: 61

## AI retrieval
- indexing_requests: 12
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=tiktok_magaly_bienesraices
- Request removal: https://koinonlink.com/claim?k=tiktok_magaly_bienesraices
- Terms: https://koinonlink.com/for-ai